Bibliographic record
Abstract
A dataset containing 20650 species occurrences available in GBIF matching the query: { "TaxonKey" : [ "is one of (Eugenia cristata C.Wright ex Sauvalle, Eugenia crossopterygoides A.Chev., Eugenia crucicalyx Mc Vaugh, Eugenia crucigera Däniker, Eugenia cuaoensis Mc Vaugh, Eugenia expansa Spring ex Mart., Eugenia cupulata Amshoff, Eugenia glomeruliflora Mazine, Eugenia cupuligera Urb., Eugenia curvipilosa Mc Vaugh, Eugenia curvivenia Mc Vaugh, Eugenia cuspidifolia DC., Eugenia cycloidea Urb., Syzygium revolutum (Wight) Walp., Eugenia cydoniifolia O.Berg, Eugenia cymatodes O.Berg, Eugenia cyphophloea Griseb., Eugenia daaouiensis Guillaumin, Eugenia daenikeri Guillaumin, Eugenia darcyi Barrie, Eugenia decussata (Vell.) Mattos, Eugenia delpechiana Urb. & Ekman, Eugenia demeusei De Wild., Eugenia denigrata Mc Vaugh, Eugenia dentata (O.Berg) Nied., Eugenia dewevrei De Wild. & T.Durand, Eugenia dibrachiata Mc Vaugh, Eugenia dichroma O.Berg, Eugenia dictyophleba O.Berg, Eugenia dictyophylla Urb., Eugenia diminutiflora Amshoff, Eugenia dimorpha O.Berg, Eugenia dinklagei Engl. & Brehmer, Eugenia diospyroides H.Perrier, Eugenia diplocampta Diels, Eugenia discifera Gamble, Eugenia discolorans C.Wright ex Sauvalle, Eugenia discors Mc Vaugh, Eugenia discreta Mc Vaugh, Eugenia disperma Vell., Eugenia disticha (Sw.) DC., Eugenia dodoana Engl. & Brehmer, Eugenia dodonaeifolia Cambess., Eugenia doubledayi Standl., Eugenia duarteana Cambess., Eugenia duchassaingiana O.Berg, Eugenia dulcis O.Berg, Eugenia dumosa (Vahl) DC., Eugenia duplicata Britton & P.Wilson ex Acev.-Rodr. & M.T.Strong, Eugenia dusenii Engl., Eugenia earlei Britton & P.Wilson, Eugenia earthiana P.E.Sánchez, Eugenia ehrenbergiana O.Berg, Eugenia eliasii Lundell, Eugenia elliotii Engl. & Brehmer, Eugenia ellipsoidea Kiaersk., Eugenia elliptica Lam., Eugenia elongata Nied., Eugenia emarginata (Kunth) DC., Eugenia ependytes Mc Vaugh, Eugenia eperforata Urb., Eugenia eriantha Urb., Eugenia ericoides Guillaumin, Eugenia erythrocarpa (Kunth) DC., Eugenia erythrophylla Strey, Eugenia essequiboensis Sandwith, Eugenia esteliensis Barrie, Eugenia eurycheila O.Berg, Eugenia exaltata Rich. ex O.Berg, Eugenia excelsa O.Berg, Eugenia excisa Urb., Eugenia excoriata O.Berg, Eugenia farameoides A.Rich., Eugenia farinacea Barrie, Eugenia fernandopoana Engl. & Brehmer, Eugenia ferreiraeana O.Berg, Eugenia flamingensis O.Berg, Eugenia flavescens DC., Eugenia flavoviridis Lundell, Eugenia fleuryi A.Chev., Eugenia floccosa Bedd., Eugenia floscellus D.Legrand, Eugenia fluminensis O.Berg, Eugenia froesii Mc Vaugh, Eugenia fulva Thwaites, Eugenia funkiana O.Berg, Eugenia fusca O.Berg, Eugenia fuscopunctata Kiaersk., Eugenia gabonensis Amshoff, Eugenia gacognei Montrouz., Eugenia galbaoensis Mattos, Eugenia galeata Urb., Eugenia gatopensis Guillaumin, Eugenia gaudichaudiana O.Berg, Eugenia gaumeri Standl., Eugenia gemmiflora O.Berg, Eugenia geraensis (D.Legrand & Mattos) Mattos, Eugenia gibberosa Urb., Eugenia gigas Lundell, Eugenia gilgii Engl. & Brehmer, Eugenia glabra Alston, Eugenia glandulosa Cambess., Eugenia glandulosopunctata P.E.Sánchez & Poveda, Eugenia gomezii Barrie, Eugenia gonavensis Urb., Eugenia gongylocarpa M.L.Kawas. & B.Holst, Eugenia goviala H.Perrier, Eugenia gracilipes Kiaersk., Eugenia gracillima Kiaersk., Eugenia grandiflora O.Berg, Eugenia grandifolia O.Berg, Eugenia grayumii Barrie, Eugenia greggii (Sw.) Poir., Eugenia grifensis Urb., Eugenia grijalvae Barrie, Eugenia grisebachii Krug & Urb. ex Urb., Eugenia griseiflora Mc Vaugh, Eugenia grisiana Guillaumin, Eugenia gryposperma Krug & Urb. ex Urb., Eugenia guanensis Urb., Eugenia guayaquilensis (Kunth) DC., Eugenia guillotii Hochr., Eugenia gyrosepala Baker fil., Eugenia haberi Barrie, Eugenia haitiensis Krug & Urb. ex Urb., Eugenia hamiltonii (Mattos) Mattos, Eugenia hammelii Barrie, Eugenia handroana D.Legrand, Eugenia handroi (Mattos) Mattos, Eugenia hanoverensis Proctor, Eugenia haputalense Kosterm., Eugenia harrisii Krug & Urb., Eugenia hartmanniae Mattos, Eugenia hartshornii Barrie, Eugenia hastilis (Blume) J.Guého & A.J.Scott, Eugenia hazompasika H.Perrier, Eugenia herbacea O.Berg, Eugenia hermesiana Mattos, Eugenia herrerae Barrie, Eugenia heterochroa Urb., Eugenia heterophylla A.Rich., Eugenia hexovulata Mc Vaugh, Eugenia hiemalis Cambess., Eugenia higueyana Alain, Eugenia hilariana DC., Eugenia hirta O.Berg, Eugenia hodgei Mc Vaugh, Eugenia holdridgei Alain, Eugenia hondurensis Ant.Molina, Eugenia horizontalis Pancher ex Brongn. & Gris, Eugenia hovarum H.Perrier, Eugenia howardiana Proctor, Eugenia hurlimannii Guillaumin, Eugenia hypargyrea Standl., Eugenia ibarrae Lundell, Syzygium ignambiense (Baker fil.) N.Snow & Byng, Eugenia ignota Britton & P.Wilson, Eugenia ilalensis Hieron., Eugenia imbricata O.Berg, Eugenia imbricatocordata Amshoff, Eugenia impressa (O.Berg) Mattos, Eugenia impunctata O.Berg, Eugenia inaequisepala Peter G.Wilson, Eugenia incanescens Benth., Eugenia inconspicua Standl., Eugenia indica (Wight) Chithra, Eugenia intermedia O.Berg, Eugenia intibucana Barrie, Eugenia inundata DC., Eugenia inversa Sobral, Eugenia irazuensis Hemsl., Eugenia irirensis O.Berg, Eugenia isabeliana Kiaersk., Eugenia ischnosceles O.Berg, Eugenia isosticta Urb., Eugenia itacarensis Mattos, Eugenia itahypensis O.Berg, Eugenia itajurensis Cambess., Eugenia itapemirimensis Cambess., Eugenia itararensis (Mattos) Mattos, Eugenia iteophylla Krug & Urb. ex Urb., Eugenia izabalana Lundell, Eugenia jambosoides C.Wright ex Griseb., Eugenia janeirensis O.Berg, Eugenia jimenezii Alain, Eugenia joenssonii Kausel, Eugenia truncata O.Berg, Eugenia kaalensis Guillaumin, Eugenia kaieteurensis Amshoff, Eugenia kalbreyeri Engl. & Brehmer, Eugenia kamelii Merr., Eugenia kameruniana Engl., Eugenia karwinskyana O.Berg, Eugenia kellyana Proctor, Eugenia kerstingii Engl. & Brehmer, Eugenia klaineana (Pierre) Engl., Eugenia kleinii D.Legrand, Eugenia klotzschiana O.Berg, Eugenia koepperi Standl., Eugenia kuebuniensis Guillaumin)" ] } The dataset includes 20650 records from 348 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074279-231120084113126/datasets/export for details. Data from some individual datasets included in this download may be licensed under less restrictive terms.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.006 |
| Meta-epidemiology (narrow) | 0.003 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.006 | 0.011 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.003 | 0.004 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.249 | 0.385 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".